Ambush tech stack
Ambush builds mostly with SQL, Python, JavaScript, Java. Its stack also includes AWS, Kubernetes, PostgreSQL, React.js. AWS is named in 7 of the 9 job postings Ambush published in the last 12 months (78%). Counted by Alion from the job postings of Ambush, updated Nov 8, 2026.
What programming languages does Ambush use?
SQL is named in 67% of job postings at Ambush, followed by Python (44%), JavaScript (33%), Java (22%).
What frameworks and libraries does Ambush use?
React.js is named in 33% of job postings at Ambush, followed by FastAPI (22%), JUnit (22%), Mockito (22%).
React.js
3 33%
FastAPI
2 22%
JUnit
2 22%
Mockito
2 22%
Scikit-learn
2 22%
Spring Boot
2 22%
LangGraph
2 22%
Angular
2 22%
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What databases does Ambush use?
PostgreSQL is named in 33% of job postings at Ambush.
PostgreSQL
3 33%
What cloud and platforms does Ambush use?
AWS is named in 78% of job postings at Ambush, followed by Kubernetes (67%), GCP (44%), GitHub Actions (33%).
AWS
7 78%
Kubernetes
6 67%
GCP
4 44%
GitHub Actions
3 33%
GitLab CI
3 33%
Azure
3 33%
Amazon EC2
2 22%
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What developer tools does Ambush use?
Docker is named in 67% of job postings at Ambush, followed by Terraform (44%), Git (33%), Pulumi (33%).
Docker
6 67%
Terraform
4 44%
Git
3 33%
Pulumi
3 33%
Jenkins
2 22%
Rest API
2 22%
Google ADK
1 11%
Prometheus
1 11%
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What AI and ML technologies does Ambush use?
LLM is named in 44% of job postings at Ambush.
LLM
4 44%
Which engineering practices does Ambush ask for?
CI/CD is named in 67% of job postings at Ambush, followed by IAM (33%), RAG (33%), AI Agents (22%).
CI/CD
6 67%
RAG
3 33%
AI Agents
2 22%
Hybrid Search
2 22%
Computer Vision
1 11%
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What does each Ambush team work with?
The technologies each team's postings require most often, with the number of postings that require them.
AI/ML
4 postingsDevOps
3 postingsHow does your stack fit Ambush?
How modern is the Ambush stack?
Ambush scores 78 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.
How common is the Ambush stack in its industry?
Share of the 1,194 companies in the same industries, whose stack Alion knows, that use each technology.
Companies with a stack like Ambush
Questions about the Ambush tech stack
What programming languages does Ambush use?
The languages named in Ambush job postings are SQL (67%), Python (44%), JavaScript (33%), Java (22%), Kotlin (22%), as a share of the 9 postings of the last 12 months.
Does Ambush use FastAPI?
Yes. FastAPI is named in 2 of 9 job postings (22%) and required in 2 of them.
What cloud and platforms does Ambush use?
The cloud and platforms named in Ambush job postings are AWS (7), Kubernetes (6), GCP (4) (postings in brackets).
What skills do you need for a AI/ML job at Ambush?
AI/ML postings at Ambush most often require Python (4), SQL (4), LLM (3), AWS (2), out of 4 postings in the last 12 months.
Is the Ambush tech stack changing?
No new technology has appeared in Ambush job postings in the last six months.
How modern is the Ambush tech stack?
Ambush scores 78 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.
How does Alion know the Ambush tech stack?
Alion reads every job posting Ambush publishes and tags the technologies each one names. The figures on this page count the 9 postings of the last 12 months and were updated on Nov 8, 2026.
Method and citation
Alion reads every job posting the company publishes and tags the technologies each one names. Shares count the postings of the last 12 months, open and closed; the company's own products are counted apart. How we count
Alion, "Ambush tech stack: 82 technologies from 9 job postings", as of Nov 8, 2026. https://alion.io/company/ambush-5/technologies